# Quality Diversity on Linear Projection Sphere n=1000

Source: [Quality Diversity on Linear Projection Sphere n=1000](<https://www.sota2.com/research/sota/quality-diversity-on-linear-projection-sphere-n-1000>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:59:06.723Z

Evaluation of Quality Diversity algorithms on the Linear Projection sphere problem with dimensionality n=1000, measured using QD-score and Coverage.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Quality Diversity |
| Dataset (including any stated split) | Linear Projection sphere n=1000 |
| Metric | QD-score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [QD-score](<https://www.sota2.com/research/sota/quality-diversity-on-linear-projection-sphere-n-1000.md?metric=QD-score>): Higher is better; unit: SCALAR.

- [Coverage](<https://www.sota2.com/research/sota/quality-diversity-on-linear-projection-sphere-n-1000.md?metric=Coverage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | QD-score | Result date | Report paper |
| --- | --- | --- | --- |
| CMA-MEGA (Adam) | 75.3 | Not recorded | 68fa6b161e209131cea2c0e5 |
| CMA-MEGA | 75.29 | Not recorded | 68fa6b161e209131cea2c0e5 |
| OMG-MEGA | 71.58 | Not recorded | 68fa6b161e209131cea2c0e5 |
| OG-MAP-Elites (line) | 15.01 | Not recorded | 68fa6b161e209131cea2c0e5 |
| MAP-Elites (line) | 12.21 | Not recorded | 68fa6b161e209131cea2c0e5 |
| OG-MAP-Elites | 1.52 | Not recorded | 68fa6b161e209131cea2c0e5 |
| CMA-ME | 1.08 | Not recorded | 68fa6b161e209131cea2c0e5 |
| MAP-Elites | 1.04 | Not recorded | 68fa6b161e209131cea2c0e5 |

### CMA-MEGA (Adam)

QD-score: 75.3. Result ID: 698e55abffc3901de09cb96e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Implementation](<https://github.com/icaros-usc/dqd>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### CMA-MEGA

QD-score: 75.29. Result ID: 698e55abffc3901de09cb96d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Implementation](<https://github.com/icaros-usc/dqd>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### OMG-MEGA

QD-score: 71.58. Result ID: 698e55abffc3901de09cb96c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Implementation](<https://github.com/icaros-usc/dqd>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### OG-MAP-Elites (line)

QD-score: 15.01. Result ID: 698e55abffc3901de09cb96b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### MAP-Elites (line)

QD-score: 12.21. Result ID: 698e55abffc3901de09cb968.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43bfb.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### OG-MAP-Elites

QD-score: 1.52. Result ID: 698e55abffc3901de09cb96a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### CMA-ME

QD-score: 1.08. Result ID: 698e55abffc3901de09cb969.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67741e209131cea1669b.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### MAP-Elites

QD-score: 1.04. Result ID: 698e55abffc3901de09cb967.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43bfb.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

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